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Record W6913053616 · doi:10.5281/zenodo.5620923

Microweiseini

2006· article· en· W6913053616 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2006
Typearticle
Languageen
FieldEarth and Planetary Sciences
TopicMarine Biology and Ecology Research
Canadian institutionsnot available
Fundersnot available
KeywordsBayCapeNova scotiaEast coastSpring (device)Peninsula

Abstract

fetched live from OpenAlex

Microweiseini Microweisea misella (LeConte) NOVA SCOTIA: Digby County: Brier Island, 3 September 1994, J. Ogden, NSNR; Kings County: Berwick, early July 1941, A. McPhee, ACNS; Berwick, 29 May 1949, M.M. Clarke, ACNS. Newly recorded in Nova Scotia. Broadly distributed across the United States except for the southwest (Gordon 1985); in Canada transcontinental from British Columbia to Newfoundland (McNamara 1991). New Brunswick: Fundy = Bay of Fundy; St J = Saint John River Valley; NW = Northwestern NB; Gulf = Gulf of St. Lawrence. Nova Scotia: North = Northern NS; CB = Cape Breton Island; East = Eastern Shore; South = Southern Shore; Fundy = Bay of Fundy; CA = Canada. Number of county records NB NB: Regions PEI NS NS: Regions New Region Fundy St J NW Gulf North CB East South Fundy records total county records 91 39 31 1 20 41 290 72 50 38 45 85 number of species 39 21 25 1 17 21 41 25 22 30 25 34 average # records/county 6.1 7.8 6.2 0.5 6.7 13.7 16.1 18.0 12.5 19.0 11.3 21.3

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.052
Threshold uncertainty score0.103

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0230.007

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.020
GPT teacher head0.207
Teacher spread0.186 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2006
Admission routes1
Has abstractyes

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